Dataset statistics
| Number of variables | 31 |
|---|---|
| Number of observations | 1470 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 336.0 KiB |
| Average record size in memory | 234.1 B |
Variable types
| Numeric | 16 |
|---|---|
| Boolean | 2 |
| Categorical | 13 |
Age is highly overall correlated with TotalWorkingYears | High correlation |
JobLevel is highly overall correlated with MonthlyIncome and 1 other fields | High correlation |
MaritalStatus is highly overall correlated with StockOptionLevel | High correlation |
MonthlyIncome is highly overall correlated with JobLevel and 1 other fields | High correlation |
PercentSalaryHike is highly overall correlated with PerformanceRating | High correlation |
PerformanceRating is highly overall correlated with PercentSalaryHike | High correlation |
StockOptionLevel is highly overall correlated with MaritalStatus | High correlation |
TotalWorkingYears is highly overall correlated with Age and 3 other fields | High correlation |
YearsAtCompany is highly overall correlated with TotalWorkingYears and 3 other fields | High correlation |
YearsInCurrentRole is highly overall correlated with YearsAtCompany and 2 other fields | High correlation |
YearsSinceLastPromotion is highly overall correlated with YearsAtCompany and 1 other fields | High correlation |
YearsWithCurrManager is highly overall correlated with YearsAtCompany and 1 other fields | High correlation |
EducationField has 606 (41.2%) zeros | Zeros |
JobRole has 326 (22.2%) zeros | Zeros |
TrainingTimesLastYear has 54 (3.7%) zeros | Zeros |
YearsAtCompany has 44 (3.0%) zeros | Zeros |
YearsInCurrentRole has 244 (16.6%) zeros | Zeros |
YearsSinceLastPromotion has 581 (39.5%) zeros | Zeros |
YearsWithCurrManager has 263 (17.9%) zeros | Zeros |
Reproduction
| Analysis started | 2024-08-13 07:13:17.582341 |
|---|---|
| Analysis finished | 2024-08-13 07:13:35.006183 |
| Duration | 17.42 seconds |
| Software version | ydata-profiling v0.0.dev0 |
| Download configuration | config.json |
Age
Real number (ℝ)
HIGH CORRELATION
| Distinct | 43 |
|---|---|
| Distinct (%) | 2.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.92381 |
| Minimum | 18 |
|---|---|
| Maximum | 60 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 24 |
| Q1 | 30 |
| median | 36 |
| Q3 | 43 |
| 95-th percentile | 54 |
| Maximum | 60 |
| Range | 42 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 9.1353735 |
|---|---|
| Coefficient of variation (CV) | 0.24741146 |
| Kurtosis | -0.40414514 |
| Mean | 36.92381 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.4132863 |
| Sum | 54278 |
| Variance | 83.455049 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=43)
| Value | Count | Frequency (%) |
| 35 | 78 | 5.3% |
| 34 | 77 | 5.2% |
| 36 | 69 | 4.7% |
| 31 | 69 | 4.7% |
| 29 | 68 | 4.6% |
| 32 | 61 | 4.1% |
| 30 | 60 | 4.1% |
| 33 | 58 | 3.9% |
| 38 | 58 | 3.9% |
| 40 | 57 | 3.9% |
| Other values (33) | 815 |
| Value | Count | Frequency (%) |
| 18 | 8 | 0.5% |
| 19 | 9 | 0.6% |
| 20 | 11 | 0.7% |
| 21 | 13 | 0.9% |
| 22 | 16 | 1.1% |
| 23 | 14 | 1.0% |
| 24 | 26 | |
| 25 | 26 | |
| 26 | 39 | |
| 27 | 48 |
| Value | Count | Frequency (%) |
| 60 | 5 | 0.3% |
| 59 | 10 | |
| 58 | 14 | |
| 57 | 4 | 0.3% |
| 56 | 14 | |
| 55 | 22 | |
| 54 | 18 | |
| 53 | 19 | |
| 52 | 18 | |
| 51 | 19 |
Attrition
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 1233 | |
| True | 237 | 16.1% |
BusinessTravel
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1470 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1043 | |
| 1 | 277 | 18.8% |
| 2 | 150 | 10.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1043 | |
| 1 | 277 | 18.8% |
| 2 | 150 | 10.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1043 | |
| 1 | 277 | 18.8% |
| 2 | 150 | 10.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1043 | |
| 1 | 277 | 18.8% |
| 2 | 150 | 10.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1043 | |
| 1 | 277 | 18.8% |
| 2 | 150 | 10.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1043 | |
| 1 | 277 | 18.8% |
| 2 | 150 | 10.2% |
DailyRate
Real number (ℝ)
| Distinct | 886 |
|---|---|
| Distinct (%) | 60.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 802.48571 |
| Minimum | 102 |
|---|---|
| Maximum | 1499 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 102 |
|---|---|
| 5-th percentile | 165.35 |
| Q1 | 465 |
| median | 802 |
| Q3 | 1157 |
| 95-th percentile | 1424.1 |
| Maximum | 1499 |
| Range | 1397 |
| Interquartile range (IQR) | 692 |
Descriptive statistics
| Standard deviation | 403.5091 |
|---|---|
| Coefficient of variation (CV) | 0.50282403 |
| Kurtosis | -1.2038228 |
| Mean | 802.48571 |
| Median Absolute Deviation (MAD) | 344 |
| Skewness | -0.0035185684 |
| Sum | 1179654 |
| Variance | 162819.59 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 691 | 6 | 0.4% |
| 408 | 5 | 0.3% |
| 530 | 5 | 0.3% |
| 1329 | 5 | 0.3% |
| 1082 | 5 | 0.3% |
| 329 | 5 | 0.3% |
| 829 | 4 | 0.3% |
| 1469 | 4 | 0.3% |
| 267 | 4 | 0.3% |
| 217 | 4 | 0.3% |
| Other values (876) | 1423 |
| Value | Count | Frequency (%) |
| 102 | 1 | 0.1% |
| 103 | 1 | 0.1% |
| 104 | 1 | 0.1% |
| 105 | 1 | 0.1% |
| 106 | 1 | 0.1% |
| 107 | 1 | 0.1% |
| 109 | 1 | 0.1% |
| 111 | 3 | |
| 115 | 1 | 0.1% |
| 116 | 2 |
| Value | Count | Frequency (%) |
| 1499 | 1 | 0.1% |
| 1498 | 1 | 0.1% |
| 1496 | 2 | |
| 1495 | 3 | |
| 1492 | 1 | 0.1% |
| 1490 | 4 | |
| 1488 | 1 | 0.1% |
| 1485 | 3 | |
| 1482 | 1 | 0.1% |
| 1480 | 2 |
Department
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 1 | |
|---|---|
| 0 | |
| 2 | 63 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1470 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 961 | |
| 0 | 446 | |
| 2 | 63 | 4.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 961 | |
| 0 | 446 | |
| 2 | 63 | 4.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 961 | |
| 0 | 446 | |
| 2 | 63 | 4.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 961 | |
| 0 | 446 | |
| 2 | 63 | 4.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 961 | |
| 0 | 446 | |
| 2 | 63 | 4.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 961 | |
| 0 | 446 | |
| 2 | 63 | 4.3% |
DistanceFromHome
Real number (ℝ)
| Distinct | 29 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.192517 |
| Minimum | 1 |
|---|---|
| Maximum | 29 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 7 |
| Q3 | 14 |
| 95-th percentile | 26 |
| Maximum | 29 |
| Range | 28 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 8.1068644 |
|---|---|
| Coefficient of variation (CV) | 0.88189823 |
| Kurtosis | -0.2248334 |
| Mean | 9.192517 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.958118 |
| Sum | 13513 |
| Variance | 65.721251 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=29)
| Value | Count | Frequency (%) |
| 2 | 211 | |
| 1 | 208 | |
| 10 | 86 | 5.9% |
| 9 | 85 | 5.8% |
| 3 | 84 | 5.7% |
| 7 | 84 | 5.7% |
| 8 | 80 | 5.4% |
| 5 | 65 | 4.4% |
| 4 | 64 | 4.4% |
| 6 | 59 | 4.0% |
| Other values (19) | 444 |
| Value | Count | Frequency (%) |
| 1 | 208 | |
| 2 | 211 | |
| 3 | 84 | 5.7% |
| 4 | 64 | 4.4% |
| 5 | 65 | 4.4% |
| 6 | 59 | 4.0% |
| 7 | 84 | 5.7% |
| 8 | 80 | 5.4% |
| 9 | 85 | |
| 10 | 86 |
| Value | Count | Frequency (%) |
| 29 | 27 | |
| 28 | 23 | |
| 27 | 12 | |
| 26 | 25 | |
| 25 | 25 | |
| 24 | 28 | |
| 23 | 27 | |
| 22 | 19 | |
| 21 | 18 | |
| 20 | 25 |
Education
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 3 | |
|---|---|
| 4 | |
| 2 | |
| 1 | |
| 5 | 48 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1470 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 1 |
| 3rd row | 2 |
| 4th row | 4 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 572 | |
| 4 | 398 | |
| 2 | 282 | |
| 1 | 170 | 11.6% |
| 5 | 48 | 3.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 572 | |
| 4 | 398 | |
| 2 | 282 | |
| 1 | 170 | 11.6% |
| 5 | 48 | 3.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 572 | |
| 4 | 398 | |
| 2 | 282 | |
| 1 | 170 | 11.6% |
| 5 | 48 | 3.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3 | 572 | |
| 4 | 398 | |
| 2 | 282 | |
| 1 | 170 | 11.6% |
| 5 | 48 | 3.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3 | 572 | |
| 4 | 398 | |
| 2 | 282 | |
| 1 | 170 | 11.6% |
| 5 | 48 | 3.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3 | 572 | |
| 4 | 398 | |
| 2 | 282 | |
| 1 | 170 | 11.6% |
| 5 | 48 | 3.3% |
EducationField
Real number (ℝ)
ZEROS
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.462585 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 606 |
| Zeros (%) | 41.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 2 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.4317802 |
|---|---|
| Coefficient of variation (CV) | 0.97893812 |
| Kurtosis | -0.82610011 |
| Mean | 1.462585 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.48709141 |
| Sum | 2150 |
| Variance | 2.0499947 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 0 | 606 | |
| 2 | 464 | |
| 3 | 159 | 10.8% |
| 4 | 132 | 9.0% |
| 1 | 82 | 5.6% |
| 5 | 27 | 1.8% |
| Value | Count | Frequency (%) |
| 0 | 606 | |
| 1 | 82 | 5.6% |
| 2 | 464 | |
| 3 | 159 | 10.8% |
| 4 | 132 | 9.0% |
| 5 | 27 | 1.8% |
| Value | Count | Frequency (%) |
| 5 | 27 | 1.8% |
| 4 | 132 | 9.0% |
| 3 | 159 | 10.8% |
| 2 | 464 | |
| 1 | 82 | 5.6% |
| 0 | 606 |
EnvironmentSatisfaction
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 3 | |
|---|---|
| 4 | |
| 2 | |
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1470 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 3 |
| 3rd row | 4 |
| 4th row | 4 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 453 | |
| 4 | 446 | |
| 2 | 287 | |
| 1 | 284 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 453 | |
| 4 | 446 | |
| 2 | 287 | |
| 1 | 284 |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 453 | |
| 4 | 446 | |
| 2 | 287 | |
| 1 | 284 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3 | 453 | |
| 4 | 446 | |
| 2 | 287 | |
| 1 | 284 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3 | 453 | |
| 4 | 446 | |
| 2 | 287 | |
| 1 | 284 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3 | 453 | |
| 4 | 446 | |
| 2 | 287 | |
| 1 | 284 |
Gender
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1470 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 882 | |
| 0 | 588 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 882 | |
| 0 | 588 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 882 | |
| 0 | 588 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 882 | |
| 0 | 588 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 882 | |
| 0 | 588 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 882 | |
| 0 | 588 |
HourlyRate
Real number (ℝ)
| Distinct | 71 |
|---|---|
| Distinct (%) | 4.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 65.891156 |
| Minimum | 30 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 30 |
|---|---|
| 5-th percentile | 33 |
| Q1 | 48 |
| median | 66 |
| Q3 | 83.75 |
| 95-th percentile | 97 |
| Maximum | 100 |
| Range | 70 |
| Interquartile range (IQR) | 35.75 |
Descriptive statistics
| Standard deviation | 20.329428 |
|---|---|
| Coefficient of variation (CV) | 0.30853044 |
| Kurtosis | -1.1963985 |
| Mean | 65.891156 |
| Median Absolute Deviation (MAD) | 18 |
| Skewness | -0.032310953 |
| Sum | 96860 |
| Variance | 413.28563 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 66 | 29 | 2.0% |
| 98 | 28 | 1.9% |
| 42 | 28 | 1.9% |
| 48 | 28 | 1.9% |
| 84 | 28 | 1.9% |
| 57 | 27 | 1.8% |
| 79 | 27 | 1.8% |
| 96 | 27 | 1.8% |
| 54 | 26 | 1.8% |
| 52 | 26 | 1.8% |
| Other values (61) | 1196 |
| Value | Count | Frequency (%) |
| 30 | 19 | |
| 31 | 15 | |
| 32 | 24 | |
| 33 | 19 | |
| 34 | 12 | |
| 35 | 18 | |
| 36 | 18 | |
| 37 | 18 | |
| 38 | 13 | |
| 39 | 17 |
| Value | Count | Frequency (%) |
| 100 | 19 | |
| 99 | 20 | |
| 98 | 28 | |
| 97 | 21 | |
| 96 | 27 | |
| 95 | 23 | |
| 94 | 22 | |
| 93 | 16 | |
| 92 | 25 | |
| 91 | 18 |
JobInvolvement
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 3 | |
|---|---|
| 2 | |
| 4 | |
| 1 | 83 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1470 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 3 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 868 | |
| 2 | 375 | |
| 4 | 144 | 9.8% |
| 1 | 83 | 5.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 868 | |
| 2 | 375 | |
| 4 | 144 | 9.8% |
| 1 | 83 | 5.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 868 | |
| 2 | 375 | |
| 4 | 144 | 9.8% |
| 1 | 83 | 5.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3 | 868 | |
| 2 | 375 | |
| 4 | 144 | 9.8% |
| 1 | 83 | 5.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3 | 868 | |
| 2 | 375 | |
| 4 | 144 | 9.8% |
| 1 | 83 | 5.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3 | 868 | |
| 2 | 375 | |
| 4 | 144 | 9.8% |
| 1 | 83 | 5.6% |
JobLevel
Categorical
HIGH CORRELATION
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 1 | |
|---|---|
| 2 | |
| 3 | |
| 4 | |
| 5 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1470 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 543 | |
| 2 | 534 | |
| 3 | 218 | |
| 4 | 106 | 7.2% |
| 5 | 69 | 4.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 543 | |
| 2 | 534 | |
| 3 | 218 | |
| 4 | 106 | 7.2% |
| 5 | 69 | 4.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 543 | |
| 2 | 534 | |
| 3 | 218 | |
| 4 | 106 | 7.2% |
| 5 | 69 | 4.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 543 | |
| 2 | 534 | |
| 3 | 218 | |
| 4 | 106 | 7.2% |
| 5 | 69 | 4.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 543 | |
| 2 | 534 | |
| 3 | 218 | |
| 4 | 106 | 7.2% |
| 5 | 69 | 4.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 543 | |
| 2 | 534 | |
| 3 | 218 | |
| 4 | 106 | 7.2% |
| 5 | 69 | 4.7% |
JobRole
Real number (ℝ)
ZEROS
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.5530612 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 326 |
| Zeros (%) | 22.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 7 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.3239015 |
|---|---|
| Coefficient of variation (CV) | 0.9102412 |
| Kurtosis | -0.46134398 |
| Mean | 2.5530612 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.77014901 |
| Sum | 3753 |
| Variance | 5.4005182 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 0 | 326 | |
| 1 | 292 | |
| 2 | 259 | |
| 3 | 145 | |
| 4 | 131 | |
| 5 | 102 | 6.9% |
| 6 | 83 | 5.6% |
| 7 | 80 | 5.4% |
| 8 | 52 | 3.5% |
| Value | Count | Frequency (%) |
| 0 | 326 | |
| 1 | 292 | |
| 2 | 259 | |
| 3 | 145 | |
| 4 | 131 | |
| 5 | 102 | 6.9% |
| 6 | 83 | 5.6% |
| 7 | 80 | 5.4% |
| 8 | 52 | 3.5% |
| Value | Count | Frequency (%) |
| 8 | 52 | 3.5% |
| 7 | 80 | 5.4% |
| 6 | 83 | 5.6% |
| 5 | 102 | 6.9% |
| 4 | 131 | |
| 3 | 145 | |
| 2 | 259 | |
| 1 | 292 | |
| 0 | 326 |
JobSatisfaction
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 4 | |
|---|---|
| 3 | |
| 1 | |
| 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1470 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 4 |
|---|---|
| 2nd row | 2 |
| 3rd row | 3 |
| 4th row | 3 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 4 | 459 | |
| 3 | 442 | |
| 1 | 289 | |
| 2 | 280 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 4 | 459 | |
| 3 | 442 | |
| 1 | 289 | |
| 2 | 280 |
Most occurring characters
| Value | Count | Frequency (%) |
| 4 | 459 | |
| 3 | 442 | |
| 1 | 289 | |
| 2 | 280 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 4 | 459 | |
| 3 | 442 | |
| 1 | 289 | |
| 2 | 280 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 4 | 459 | |
| 3 | 442 | |
| 1 | 289 | |
| 2 | 280 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 4 | 459 | |
| 3 | 442 | |
| 1 | 289 | |
| 2 | 280 |
MaritalStatus
Categorical
HIGH CORRELATION
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 1 | |
|---|---|
| 0 | |
| 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1470 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 673 | |
| 0 | 470 | |
| 2 | 327 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 673 | |
| 0 | 470 | |
| 2 | 327 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 673 | |
| 0 | 470 | |
| 2 | 327 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 673 | |
| 0 | 470 | |
| 2 | 327 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 673 | |
| 0 | 470 | |
| 2 | 327 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 673 | |
| 0 | 470 | |
| 2 | 327 |
MonthlyIncome
Real number (ℝ)
HIGH CORRELATION
| Distinct | 1349 |
|---|---|
| Distinct (%) | 91.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6502.9313 |
| Minimum | 1009 |
|---|---|
| Maximum | 19999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 1009 |
|---|---|
| 5-th percentile | 2097.9 |
| Q1 | 2911 |
| median | 4919 |
| Q3 | 8379 |
| 95-th percentile | 17821.35 |
| Maximum | 19999 |
| Range | 18990 |
| Interquartile range (IQR) | 5468 |
Descriptive statistics
| Standard deviation | 4707.9568 |
|---|---|
| Coefficient of variation (CV) | 0.72397455 |
| Kurtosis | 1.0052327 |
| Mean | 6502.9313 |
| Median Absolute Deviation (MAD) | 2199 |
| Skewness | 1.3698167 |
| Sum | 9559309 |
| Variance | 22164857 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2342 | 4 | 0.3% |
| 6142 | 3 | 0.2% |
| 2741 | 3 | 0.2% |
| 2559 | 3 | 0.2% |
| 2610 | 3 | 0.2% |
| 2451 | 3 | 0.2% |
| 5562 | 3 | 0.2% |
| 3452 | 3 | 0.2% |
| 2380 | 3 | 0.2% |
| 6347 | 3 | 0.2% |
| Other values (1339) | 1439 |
| Value | Count | Frequency (%) |
| 1009 | 1 | |
| 1051 | 1 | |
| 1052 | 1 | |
| 1081 | 1 | |
| 1091 | 1 | |
| 1102 | 1 | |
| 1118 | 1 | |
| 1129 | 1 | |
| 1200 | 1 | |
| 1223 | 1 |
| Value | Count | Frequency (%) |
| 19999 | 1 | |
| 19973 | 1 | |
| 19943 | 1 | |
| 19926 | 1 | |
| 19859 | 1 | |
| 19847 | 1 | |
| 19845 | 1 | |
| 19833 | 1 | |
| 19740 | 1 | |
| 19717 | 1 |
MonthlyRate
Real number (ℝ)
| Distinct | 1427 |
|---|---|
| Distinct (%) | 97.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14313.103 |
| Minimum | 2094 |
|---|---|
| Maximum | 26999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 2094 |
|---|---|
| 5-th percentile | 3384.55 |
| Q1 | 8047 |
| median | 14235.5 |
| Q3 | 20461.5 |
| 95-th percentile | 25431.9 |
| Maximum | 26999 |
| Range | 24905 |
| Interquartile range (IQR) | 12414.5 |
Descriptive statistics
| Standard deviation | 7117.786 |
|---|---|
| Coefficient of variation (CV) | 0.4972916 |
| Kurtosis | -1.2149561 |
| Mean | 14313.103 |
| Median Absolute Deviation (MAD) | 6206.5 |
| Skewness | 0.018577808 |
| Sum | 21040262 |
| Variance | 50662878 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4223 | 3 | 0.2% |
| 9150 | 3 | 0.2% |
| 9558 | 2 | 0.1% |
| 12858 | 2 | 0.1% |
| 22074 | 2 | 0.1% |
| 25326 | 2 | 0.1% |
| 9096 | 2 | 0.1% |
| 13008 | 2 | 0.1% |
| 12355 | 2 | 0.1% |
| 7744 | 2 | 0.1% |
| Other values (1417) | 1448 |
| Value | Count | Frequency (%) |
| 2094 | 1 | |
| 2097 | 1 | |
| 2104 | 1 | |
| 2112 | 1 | |
| 2122 | 1 | |
| 2125 | 2 | |
| 2137 | 1 | |
| 2227 | 1 | |
| 2243 | 1 | |
| 2253 | 1 |
| Value | Count | Frequency (%) |
| 26999 | 1 | |
| 26997 | 1 | |
| 26968 | 1 | |
| 26959 | 1 | |
| 26956 | 1 | |
| 26933 | 1 | |
| 26914 | 1 | |
| 26897 | 1 | |
| 26894 | 1 | |
| 26862 | 1 |
NumCompaniesWorked
Real number (ℝ)
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.6931973 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 5 |
| 95-th percentile | 9 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.498009 |
|---|---|
| Coefficient of variation (CV) | 0.67638115 |
| Kurtosis | 0.010213817 |
| Mean | 3.6931973 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.0264711 |
| Sum | 5429 |
| Variance | 6.240049 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 2 | 521 | |
| 1 | 197 | 13.4% |
| 4 | 159 | 10.8% |
| 3 | 146 | 9.9% |
| 5 | 139 | 9.5% |
| 8 | 74 | 5.0% |
| 7 | 70 | 4.8% |
| 6 | 63 | 4.3% |
| 10 | 52 | 3.5% |
| 9 | 49 | 3.3% |
| Value | Count | Frequency (%) |
| 1 | 197 | 13.4% |
| 2 | 521 | |
| 3 | 146 | 9.9% |
| 4 | 159 | 10.8% |
| 5 | 139 | 9.5% |
| 6 | 63 | 4.3% |
| 7 | 70 | 4.8% |
| 8 | 74 | 5.0% |
| 9 | 49 | 3.3% |
| 10 | 52 | 3.5% |
| Value | Count | Frequency (%) |
| 10 | 52 | 3.5% |
| 9 | 49 | 3.3% |
| 8 | 74 | 5.0% |
| 7 | 70 | 4.8% |
| 6 | 63 | 4.3% |
| 5 | 139 | 9.5% |
| 4 | 159 | 10.8% |
| 3 | 146 | 9.9% |
| 2 | 521 | |
| 1 | 197 | 13.4% |
OverTime
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 1054 | |
| True | 416 | 28.3% |
PercentSalaryHike
Real number (ℝ)
HIGH CORRELATION
| Distinct | 15 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.209524 |
| Minimum | 11 |
|---|---|
| Maximum | 25 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 11 |
|---|---|
| 5-th percentile | 11 |
| Q1 | 12 |
| median | 14 |
| Q3 | 18 |
| 95-th percentile | 22 |
| Maximum | 25 |
| Range | 14 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.6599377 |
|---|---|
| Coefficient of variation (CV) | 0.2406346 |
| Kurtosis | -0.30059822 |
| Mean | 15.209524 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.82112798 |
| Sum | 22358 |
| Variance | 13.395144 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 11 | 210 | |
| 13 | 209 | |
| 14 | 201 | |
| 12 | 198 | |
| 15 | 101 | |
| 18 | 89 | |
| 17 | 82 | 5.6% |
| 16 | 78 | 5.3% |
| 19 | 76 | 5.2% |
| 22 | 56 | 3.8% |
| Other values (5) | 170 |
| Value | Count | Frequency (%) |
| 11 | 210 | |
| 12 | 198 | |
| 13 | 209 | |
| 14 | 201 | |
| 15 | 101 | |
| 16 | 78 | 5.3% |
| 17 | 82 | 5.6% |
| 18 | 89 | |
| 19 | 76 | 5.2% |
| 20 | 55 | 3.7% |
| Value | Count | Frequency (%) |
| 25 | 18 | 1.2% |
| 24 | 21 | 1.4% |
| 23 | 28 | 1.9% |
| 22 | 56 | |
| 21 | 48 | |
| 20 | 55 | |
| 19 | 76 | |
| 18 | 89 | |
| 17 | 82 | |
| 16 | 78 |
PerformanceRating
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 3 | |
|---|---|
| 4 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1470 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 4 |
| 3rd row | 3 |
| 4th row | 3 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 1244 | |
| 4 | 226 | 15.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 1244 | |
| 4 | 226 | 15.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 1244 | |
| 4 | 226 | 15.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3 | 1244 | |
| 4 | 226 | 15.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3 | 1244 | |
| 4 | 226 | 15.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3 | 1244 | |
| 4 | 226 | 15.4% |
RelationshipSatisfaction
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 3 | |
|---|---|
| 4 | |
| 2 | |
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1470 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 4 |
| 3rd row | 2 |
| 4th row | 3 |
| 5th row | 4 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 459 | |
| 4 | 432 | |
| 2 | 303 | |
| 1 | 276 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 459 | |
| 4 | 432 | |
| 2 | 303 | |
| 1 | 276 |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 459 | |
| 4 | 432 | |
| 2 | 303 | |
| 1 | 276 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3 | 459 | |
| 4 | 432 | |
| 2 | 303 | |
| 1 | 276 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3 | 459 | |
| 4 | 432 | |
| 2 | 303 | |
| 1 | 276 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3 | 459 | |
| 4 | 432 | |
| 2 | 303 | |
| 1 | 276 |
StockOptionLevel
Categorical
HIGH CORRELATION
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | |
| 3 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1470 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 631 | |
| 1 | 596 | |
| 2 | 158 | 10.7% |
| 3 | 85 | 5.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 631 | |
| 1 | 596 | |
| 2 | 158 | 10.7% |
| 3 | 85 | 5.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 631 | |
| 1 | 596 | |
| 2 | 158 | 10.7% |
| 3 | 85 | 5.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 631 | |
| 1 | 596 | |
| 2 | 158 | 10.7% |
| 3 | 85 | 5.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 631 | |
| 1 | 596 | |
| 2 | 158 | 10.7% |
| 3 | 85 | 5.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 631 | |
| 1 | 596 | |
| 2 | 158 | 10.7% |
| 3 | 85 | 5.8% |
TotalWorkingYears
Real number (ℝ)
HIGH CORRELATION
| Distinct | 40 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.279592 |
| Minimum | 0 |
|---|---|
| Maximum | 40 |
| Zeros | 11 |
| Zeros (%) | 0.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 6 |
| median | 10 |
| Q3 | 15 |
| 95-th percentile | 28 |
| Maximum | 40 |
| Range | 40 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 7.7807817 |
|---|---|
| Coefficient of variation (CV) | 0.68981057 |
| Kurtosis | 0.91826954 |
| Mean | 11.279592 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 1.1171719 |
| Sum | 16581 |
| Variance | 60.540563 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=40)
| Value | Count | Frequency (%) |
| 10 | 202 | 13.7% |
| 6 | 125 | 8.5% |
| 8 | 103 | 7.0% |
| 9 | 96 | 6.5% |
| 5 | 88 | 6.0% |
| 7 | 81 | 5.5% |
| 1 | 81 | 5.5% |
| 4 | 63 | 4.3% |
| 12 | 48 | 3.3% |
| 3 | 42 | 2.9% |
| Other values (30) | 541 |
| Value | Count | Frequency (%) |
| 0 | 11 | 0.7% |
| 1 | 81 | |
| 2 | 31 | 2.1% |
| 3 | 42 | 2.9% |
| 4 | 63 | |
| 5 | 88 | |
| 6 | 125 | |
| 7 | 81 | |
| 8 | 103 | |
| 9 | 96 |
| Value | Count | Frequency (%) |
| 40 | 2 | 0.1% |
| 38 | 1 | 0.1% |
| 37 | 4 | |
| 36 | 6 | |
| 35 | 3 | 0.2% |
| 34 | 5 | |
| 33 | 7 | |
| 32 | 9 | |
| 31 | 9 | |
| 30 | 7 |
TrainingTimesLastYear
Real number (ℝ)
ZEROS
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.7993197 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 54 |
| Zeros (%) | 3.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.2892706 |
|---|---|
| Coefficient of variation (CV) | 0.46056569 |
| Kurtosis | 0.49499299 |
| Mean | 2.7993197 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.55312417 |
| Sum | 4115 |
| Variance | 1.6622187 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 2 | 547 | |
| 3 | 491 | |
| 4 | 123 | 8.4% |
| 5 | 119 | 8.1% |
| 1 | 71 | 4.8% |
| 6 | 65 | 4.4% |
| 0 | 54 | 3.7% |
| Value | Count | Frequency (%) |
| 0 | 54 | 3.7% |
| 1 | 71 | 4.8% |
| 2 | 547 | |
| 3 | 491 | |
| 4 | 123 | 8.4% |
| 5 | 119 | 8.1% |
| 6 | 65 | 4.4% |
| Value | Count | Frequency (%) |
| 6 | 65 | 4.4% |
| 5 | 119 | 8.1% |
| 4 | 123 | 8.4% |
| 3 | 491 | |
| 2 | 547 | |
| 1 | 71 | 4.8% |
| 0 | 54 | 3.7% |
WorkLifeBalance
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 3 | |
|---|---|
| 2 | |
| 4 | |
| 1 | 80 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1470 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 3 |
| 3rd row | 3 |
| 4th row | 3 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 893 | |
| 2 | 344 | 23.4% |
| 4 | 153 | 10.4% |
| 1 | 80 | 5.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 893 | |
| 2 | 344 | 23.4% |
| 4 | 153 | 10.4% |
| 1 | 80 | 5.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 893 | |
| 2 | 344 | 23.4% |
| 4 | 153 | 10.4% |
| 1 | 80 | 5.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3 | 893 | |
| 2 | 344 | 23.4% |
| 4 | 153 | 10.4% |
| 1 | 80 | 5.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3 | 893 | |
| 2 | 344 | 23.4% |
| 4 | 153 | 10.4% |
| 1 | 80 | 5.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3 | 893 | |
| 2 | 344 | 23.4% |
| 4 | 153 | 10.4% |
| 1 | 80 | 5.4% |
YearsAtCompany
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 37 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.0081633 |
| Minimum | 0 |
|---|---|
| Maximum | 40 |
| Zeros | 44 |
| Zeros (%) | 3.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 5 |
| Q3 | 9 |
| 95-th percentile | 20 |
| Maximum | 40 |
| Range | 40 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 6.1265252 |
|---|---|
| Coefficient of variation (CV) | 0.87419841 |
| Kurtosis | 3.9355088 |
| Mean | 7.0081633 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.7645295 |
| Sum | 10302 |
| Variance | 37.53431 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=37)
| Value | Count | Frequency (%) |
| 5 | 196 | |
| 1 | 171 | |
| 3 | 128 | |
| 2 | 127 | |
| 10 | 120 | |
| 4 | 110 | 7.5% |
| 7 | 90 | 6.1% |
| 9 | 82 | 5.6% |
| 8 | 80 | 5.4% |
| 6 | 76 | 5.2% |
| Other values (27) | 290 |
| Value | Count | Frequency (%) |
| 0 | 44 | 3.0% |
| 1 | 171 | |
| 2 | 127 | |
| 3 | 128 | |
| 4 | 110 | |
| 5 | 196 | |
| 6 | 76 | 5.2% |
| 7 | 90 | |
| 8 | 80 | |
| 9 | 82 |
| Value | Count | Frequency (%) |
| 40 | 1 | 0.1% |
| 37 | 1 | 0.1% |
| 36 | 2 | 0.1% |
| 34 | 1 | 0.1% |
| 33 | 5 | |
| 32 | 3 | |
| 31 | 3 | |
| 30 | 1 | 0.1% |
| 29 | 2 | 0.1% |
| 27 | 2 | 0.1% |
YearsInCurrentRole
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 19 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.2292517 |
| Minimum | 0 |
|---|---|
| Maximum | 18 |
| Zeros | 244 |
| Zeros (%) | 16.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 3 |
| Q3 | 7 |
| 95-th percentile | 11 |
| Maximum | 18 |
| Range | 18 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.623137 |
|---|---|
| Coefficient of variation (CV) | 0.85668513 |
| Kurtosis | 0.47742077 |
| Mean | 4.2292517 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.91736316 |
| Sum | 6217 |
| Variance | 13.127122 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=19)
| Value | Count | Frequency (%) |
| 2 | 372 | |
| 0 | 244 | |
| 7 | 222 | |
| 3 | 135 | 9.2% |
| 4 | 104 | 7.1% |
| 8 | 89 | 6.1% |
| 9 | 67 | 4.6% |
| 1 | 57 | 3.9% |
| 6 | 37 | 2.5% |
| 5 | 36 | 2.4% |
| Other values (9) | 107 | 7.3% |
| Value | Count | Frequency (%) |
| 0 | 244 | |
| 1 | 57 | 3.9% |
| 2 | 372 | |
| 3 | 135 | 9.2% |
| 4 | 104 | 7.1% |
| 5 | 36 | 2.4% |
| 6 | 37 | 2.5% |
| 7 | 222 | |
| 8 | 89 | 6.1% |
| 9 | 67 | 4.6% |
| Value | Count | Frequency (%) |
| 18 | 2 | 0.1% |
| 17 | 4 | 0.3% |
| 16 | 7 | 0.5% |
| 15 | 8 | 0.5% |
| 14 | 11 | 0.7% |
| 13 | 14 | 1.0% |
| 12 | 10 | 0.7% |
| 11 | 22 | 1.5% |
| 10 | 29 | |
| 9 | 67 |
YearsSinceLastPromotion
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 16 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.1877551 |
| Minimum | 0 |
|---|---|
| Maximum | 15 |
| Zeros | 581 |
| Zeros (%) | 39.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 9 |
| Maximum | 15 |
| Range | 15 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 3.2224303 |
|---|---|
| Coefficient of variation (CV) | 1.4729392 |
| Kurtosis | 3.6126731 |
| Mean | 2.1877551 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.98429 |
| Sum | 3216 |
| Variance | 10.384057 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=16)
| Value | Count | Frequency (%) |
| 0 | 581 | |
| 1 | 357 | |
| 2 | 159 | 10.8% |
| 7 | 76 | 5.2% |
| 4 | 61 | 4.1% |
| 3 | 52 | 3.5% |
| 5 | 45 | 3.1% |
| 6 | 32 | 2.2% |
| 11 | 24 | 1.6% |
| 8 | 18 | 1.2% |
| Other values (6) | 65 | 4.4% |
| Value | Count | Frequency (%) |
| 0 | 581 | |
| 1 | 357 | |
| 2 | 159 | 10.8% |
| 3 | 52 | 3.5% |
| 4 | 61 | 4.1% |
| 5 | 45 | 3.1% |
| 6 | 32 | 2.2% |
| 7 | 76 | 5.2% |
| 8 | 18 | 1.2% |
| 9 | 17 | 1.2% |
| Value | Count | Frequency (%) |
| 15 | 13 | 0.9% |
| 14 | 9 | 0.6% |
| 13 | 10 | 0.7% |
| 12 | 10 | 0.7% |
| 11 | 24 | 1.6% |
| 10 | 6 | 0.4% |
| 9 | 17 | 1.2% |
| 8 | 18 | 1.2% |
| 7 | 76 | |
| 6 | 32 |
YearsWithCurrManager
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 18 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.1231293 |
| Minimum | 0 |
|---|---|
| Maximum | 17 |
| Zeros | 263 |
| Zeros (%) | 17.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 3 |
| Q3 | 7 |
| 95-th percentile | 10 |
| Maximum | 17 |
| Range | 17 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.5681361 |
|---|---|
| Coefficient of variation (CV) | 0.86539517 |
| Kurtosis | 0.17105808 |
| Mean | 4.1231293 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.83345099 |
| Sum | 6061 |
| Variance | 12.731595 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=18)
| Value | Count | Frequency (%) |
| 2 | 344 | |
| 0 | 263 | |
| 7 | 216 | |
| 3 | 142 | |
| 8 | 107 | 7.3% |
| 4 | 98 | 6.7% |
| 1 | 76 | 5.2% |
| 9 | 64 | 4.4% |
| 5 | 31 | 2.1% |
| 6 | 29 | 2.0% |
| Other values (8) | 100 | 6.8% |
| Value | Count | Frequency (%) |
| 0 | 263 | |
| 1 | 76 | 5.2% |
| 2 | 344 | |
| 3 | 142 | |
| 4 | 98 | 6.7% |
| 5 | 31 | 2.1% |
| 6 | 29 | 2.0% |
| 7 | 216 | |
| 8 | 107 | 7.3% |
| 9 | 64 | 4.4% |
| Value | Count | Frequency (%) |
| 17 | 7 | 0.5% |
| 16 | 2 | 0.1% |
| 15 | 5 | 0.3% |
| 14 | 5 | 0.3% |
| 13 | 14 | 1.0% |
| 12 | 18 | 1.2% |
| 11 | 22 | 1.5% |
| 10 | 27 | 1.8% |
| 9 | 64 | |
| 8 | 107 |
| Age | Attrition | BusinessTravel | DailyRate | Department | DistanceFromHome | Education | EducationField | EnvironmentSatisfaction | Gender | HourlyRate | JobInvolvement | JobLevel | JobRole | JobSatisfaction | MaritalStatus | MonthlyIncome | MonthlyRate | NumCompaniesWorked | OverTime | PercentSalaryHike | PerformanceRating | RelationshipSatisfaction | StockOptionLevel | TotalWorkingYears | TrainingTimesLastYear | WorkLifeBalance | YearsAtCompany | YearsInCurrentRole | YearsSinceLastPromotion | YearsWithCurrManager | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Age | 1.000 | 0.213 | 0.041 | 0.007 | 0.000 | -0.019 | 0.153 | -0.014 | 0.006 | 0.000 | 0.029 | 0.025 | 0.295 | 0.154 | 0.000 | 0.141 | 0.472 | 0.017 | 0.353 | 0.000 | 0.008 | 0.000 | 0.035 | 0.093 | 0.657 | 0.000 | 0.033 | 0.252 | 0.198 | 0.174 | 0.195 |
| Attrition | 0.213 | 1.000 | 0.123 | -0.057 | 0.077 | 0.079 | 0.000 | 0.070 | 0.115 | 0.009 | -0.007 | 0.132 | 0.216 | -0.036 | 0.099 | 0.173 | -0.198 | 0.015 | 0.031 | 0.243 | -0.024 | 0.000 | 0.039 | 0.198 | -0.199 | -0.052 | 0.095 | -0.190 | -0.181 | -0.053 | -0.175 |
| BusinessTravel | 0.041 | 0.123 | 1.000 | 0.000 | 0.000 | 0.007 | 0.000 | -0.027 | 0.000 | 0.037 | -0.028 | 0.016 | 0.000 | -0.020 | 0.000 | 0.035 | -0.028 | 0.012 | -0.034 | 0.024 | 0.027 | 0.000 | 0.000 | 0.000 | -0.025 | -0.015 | 0.000 | 0.022 | 0.025 | 0.035 | 0.024 |
| DailyRate | 0.007 | -0.057 | 0.000 | 1.000 | 0.000 | -0.003 | 0.017 | -0.016 | 0.000 | 0.031 | 0.024 | 0.016 | 0.000 | 0.001 | 0.000 | 0.085 | 0.016 | -0.032 | 0.037 | 0.000 | 0.025 | 0.000 | 0.000 | 0.040 | 0.021 | -0.011 | 0.012 | -0.010 | 0.007 | -0.038 | -0.005 |
| Department | 0.000 | 0.077 | 0.000 | 0.000 | 1.000 | -0.030 | 0.000 | -0.129 | 0.018 | 0.026 | 0.007 | 0.000 | 0.212 | 0.496 | 0.029 | 0.030 | -0.165 | -0.022 | 0.031 | 0.000 | 0.006 | 0.000 | 0.020 | 0.000 | 0.004 | -0.043 | 0.047 | -0.034 | -0.056 | -0.020 | -0.024 |
| DistanceFromHome | -0.019 | 0.079 | 0.007 | -0.003 | -0.030 | 1.000 | 0.000 | 0.033 | 0.000 | 0.030 | 0.020 | 0.028 | 0.054 | -0.048 | 0.000 | 0.000 | 0.003 | 0.040 | -0.010 | 0.066 | 0.030 | 0.058 | 0.025 | 0.015 | -0.003 | -0.025 | 0.000 | 0.011 | 0.014 | -0.005 | 0.004 |
| Education | 0.153 | 0.000 | 0.000 | 0.017 | 0.000 | 0.000 | 1.000 | -0.005 | 0.019 | 0.000 | 0.014 | 0.000 | 0.088 | -0.031 | 0.015 | 0.000 | 0.120 | -0.021 | 0.135 | 0.001 | 0.004 | 0.000 | 0.016 | 0.027 | 0.162 | -0.024 | 0.000 | 0.064 | 0.055 | 0.032 | 0.051 |
| EducationField | -0.014 | 0.070 | -0.027 | -0.016 | -0.129 | 0.033 | -0.005 | 1.000 | 0.031 | 0.000 | -0.023 | 0.000 | 0.091 | -0.041 | 0.017 | 0.000 | 0.019 | -0.016 | -0.003 | 0.000 | -0.028 | 0.000 | 0.040 | 0.032 | -0.001 | 0.024 | 0.027 | 0.015 | 0.004 | 0.030 | 0.012 |
| EnvironmentSatisfaction | 0.006 | 0.115 | 0.000 | 0.000 | 0.018 | 0.000 | 0.019 | 0.031 | 1.000 | 0.000 | -0.052 | 0.034 | 0.000 | 0.004 | 0.000 | 0.019 | -0.015 | 0.037 | 0.006 | 0.060 | -0.030 | 0.000 | 0.000 | 0.000 | -0.014 | -0.012 | 0.000 | 0.008 | 0.020 | 0.026 | -0.002 |
| Gender | 0.000 | 0.009 | 0.037 | 0.031 | 0.026 | 0.030 | 0.000 | 0.000 | 0.000 | 1.000 | -0.000 | 0.000 | 0.048 | -0.016 | 0.000 | 0.032 | -0.044 | -0.042 | -0.041 | 0.031 | 0.010 | 0.000 | 0.000 | 0.000 | -0.049 | -0.033 | 0.000 | -0.042 | -0.030 | -0.025 | -0.027 |
| HourlyRate | 0.029 | -0.007 | -0.028 | 0.024 | 0.007 | 0.020 | 0.014 | -0.023 | -0.052 | -0.000 | 1.000 | 0.000 | 0.000 | -0.012 | 0.010 | 0.000 | -0.020 | -0.015 | 0.019 | 0.064 | -0.010 | 0.000 | 0.000 | 0.052 | -0.012 | 0.000 | 0.000 | -0.029 | -0.034 | -0.052 | -0.014 |
| JobInvolvement | 0.025 | 0.132 | 0.016 | 0.016 | 0.000 | 0.028 | 0.000 | 0.000 | 0.034 | 0.000 | 0.000 | 1.000 | 0.000 | -0.008 | 0.000 | 0.024 | -0.025 | -0.018 | 0.015 | 0.000 | -0.017 | 0.000 | 0.000 | 0.022 | 0.006 | 0.002 | 0.000 | 0.014 | 0.016 | -0.008 | 0.037 |
| JobLevel | 0.295 | 0.216 | 0.000 | 0.000 | 0.212 | 0.054 | 0.088 | 0.091 | 0.000 | 0.048 | 0.000 | 0.000 | 1.000 | 0.168 | 0.000 | 0.046 | 0.920 | 0.053 | 0.178 | 0.000 | -0.032 | 0.000 | 0.000 | 0.069 | 0.735 | -0.020 | 0.000 | 0.472 | 0.391 | 0.269 | 0.371 |
| JobRole | 0.154 | -0.036 | -0.020 | 0.001 | 0.496 | -0.048 | -0.031 | -0.041 | 0.004 | -0.016 | -0.012 | -0.008 | 0.168 | 1.000 | 0.000 | 0.061 | 0.155 | 0.010 | 0.043 | 0.000 | 0.020 | 0.000 | 0.030 | 0.039 | 0.182 | 0.002 | 0.029 | 0.026 | -0.003 | 0.039 | 0.001 |
| JobSatisfaction | 0.000 | 0.099 | 0.000 | 0.000 | 0.029 | 0.000 | 0.015 | 0.017 | 0.000 | 0.000 | 0.010 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.005 | -0.003 | -0.052 | 0.022 | 0.024 | 0.026 | 0.000 | 0.000 | -0.016 | -0.012 | 0.000 | 0.012 | 0.001 | 0.007 | -0.017 |
| MaritalStatus | 0.141 | 0.173 | 0.035 | 0.085 | 0.030 | 0.000 | 0.000 | 0.000 | 0.019 | 0.032 | 0.000 | 0.024 | 0.046 | 0.061 | 0.000 | 1.000 | 0.079 | -0.025 | 0.053 | 0.000 | -0.014 | 0.000 | 0.025 | 0.581 | 0.093 | -0.011 | 0.000 | 0.071 | 0.065 | 0.018 | 0.047 |
| MonthlyIncome | 0.472 | -0.198 | -0.028 | 0.016 | -0.165 | 0.003 | 0.120 | 0.019 | -0.015 | -0.044 | -0.020 | -0.025 | 0.920 | 0.155 | 0.005 | 0.079 | 1.000 | 0.054 | 0.190 | 0.000 | -0.034 | 0.000 | 0.043 | 0.056 | 0.710 | -0.035 | 0.000 | 0.464 | 0.395 | 0.265 | 0.365 |
| MonthlyRate | 0.017 | 0.015 | 0.012 | -0.032 | -0.022 | 0.040 | -0.021 | -0.016 | 0.037 | -0.042 | -0.015 | -0.018 | 0.053 | 0.010 | -0.003 | -0.025 | 0.054 | 1.000 | 0.020 | 0.000 | -0.005 | 0.015 | 0.055 | 0.000 | 0.013 | -0.010 | 0.034 | -0.030 | -0.007 | -0.016 | -0.035 |
| NumCompaniesWorked | 0.353 | 0.031 | -0.034 | 0.037 | 0.031 | -0.010 | 0.135 | -0.003 | 0.006 | -0.041 | 0.019 | 0.015 | 0.178 | 0.043 | -0.052 | 0.053 | 0.190 | 0.020 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.315 | -0.047 | 0.051 | -0.171 | -0.128 | -0.067 | -0.144 |
| OverTime | 0.000 | 0.243 | 0.024 | 0.000 | 0.000 | 0.066 | 0.001 | 0.000 | 0.060 | 0.031 | 0.064 | 0.000 | 0.000 | 0.000 | 0.022 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | -0.015 | 0.000 | 0.025 | 0.000 | 0.000 | -0.071 | 0.000 | -0.036 | -0.036 | -0.016 | -0.040 |
| PercentSalaryHike | 0.008 | -0.024 | 0.027 | 0.025 | 0.006 | 0.030 | 0.004 | -0.028 | -0.030 | 0.010 | -0.010 | -0.017 | -0.032 | 0.020 | 0.024 | -0.014 | -0.034 | -0.005 | 0.000 | -0.015 | 1.000 | 0.997 | 0.027 | 0.000 | -0.026 | -0.004 | 0.000 | -0.054 | -0.026 | -0.055 | -0.026 |
| PerformanceRating | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.058 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.026 | 0.000 | 0.000 | 0.015 | 0.000 | 0.000 | 0.997 | 1.000 | 0.000 | 0.000 | 0.012 | -0.017 | 0.000 | 0.017 | 0.033 | -0.007 | 0.026 |
| RelationshipSatisfaction | 0.035 | 0.039 | 0.000 | 0.000 | 0.020 | 0.025 | 0.016 | 0.040 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.030 | 0.000 | 0.025 | 0.043 | 0.055 | 0.000 | 0.025 | 0.027 | 0.000 | 1.000 | 0.030 | 0.004 | 0.005 | 0.000 | -0.001 | -0.021 | 0.037 | 0.000 |
| StockOptionLevel | 0.093 | 0.198 | 0.000 | 0.040 | 0.000 | 0.015 | 0.027 | 0.032 | 0.000 | 0.000 | 0.052 | 0.022 | 0.069 | 0.039 | 0.000 | 0.581 | 0.056 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.030 | 1.000 | 0.053 | 0.003 | 0.019 | 0.065 | 0.072 | 0.028 | 0.054 |
| TotalWorkingYears | 0.657 | -0.199 | -0.025 | 0.021 | 0.004 | -0.003 | 0.162 | -0.001 | -0.014 | -0.049 | -0.012 | 0.006 | 0.735 | 0.182 | -0.016 | 0.093 | 0.710 | 0.013 | 0.315 | 0.000 | -0.026 | 0.012 | 0.004 | 0.053 | 1.000 | -0.014 | 0.000 | 0.594 | 0.493 | 0.335 | 0.495 |
| TrainingTimesLastYear | 0.000 | -0.052 | -0.015 | -0.011 | -0.043 | -0.025 | -0.024 | 0.024 | -0.012 | -0.033 | 0.000 | 0.002 | -0.020 | 0.002 | -0.012 | -0.011 | -0.035 | -0.010 | -0.047 | -0.071 | -0.004 | -0.017 | 0.005 | 0.003 | -0.014 | 1.000 | 0.000 | 0.001 | 0.005 | 0.010 | -0.012 |
| WorkLifeBalance | 0.033 | 0.095 | 0.000 | 0.012 | 0.047 | 0.000 | 0.000 | 0.027 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.029 | 0.000 | 0.000 | 0.000 | 0.034 | 0.051 | 0.000 | 0.000 | 0.000 | 0.000 | 0.019 | 0.000 | 0.000 | 1.000 | 0.005 | 0.023 | 0.002 | -0.005 |
| YearsAtCompany | 0.252 | -0.190 | 0.022 | -0.010 | -0.034 | 0.011 | 0.064 | 0.015 | 0.008 | -0.042 | -0.029 | 0.014 | 0.472 | 0.026 | 0.012 | 0.071 | 0.464 | -0.030 | -0.171 | -0.036 | -0.054 | 0.017 | -0.001 | 0.065 | 0.594 | 0.001 | 0.005 | 1.000 | 0.854 | 0.520 | 0.843 |
| YearsInCurrentRole | 0.198 | -0.181 | 0.025 | 0.007 | -0.056 | 0.014 | 0.055 | 0.004 | 0.020 | -0.030 | -0.034 | 0.016 | 0.391 | -0.003 | 0.001 | 0.065 | 0.395 | -0.007 | -0.128 | -0.036 | -0.026 | 0.033 | -0.021 | 0.072 | 0.493 | 0.005 | 0.023 | 0.854 | 1.000 | 0.506 | 0.725 |
| YearsSinceLastPromotion | 0.174 | -0.053 | 0.035 | -0.038 | -0.020 | -0.005 | 0.032 | 0.030 | 0.026 | -0.025 | -0.052 | -0.008 | 0.269 | 0.039 | 0.007 | 0.018 | 0.265 | -0.016 | -0.067 | -0.016 | -0.055 | -0.007 | 0.037 | 0.028 | 0.335 | 0.010 | 0.002 | 0.520 | 0.506 | 1.000 | 0.467 |
| YearsWithCurrManager | 0.195 | -0.175 | 0.024 | -0.005 | -0.024 | 0.004 | 0.051 | 0.012 | -0.002 | -0.027 | -0.014 | 0.037 | 0.371 | 0.001 | -0.017 | 0.047 | 0.365 | -0.035 | -0.144 | -0.040 | -0.026 | 0.026 | 0.000 | 0.054 | 0.495 | -0.012 | -0.005 | 0.843 | 0.725 | 0.467 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| Age | Attrition | BusinessTravel | DailyRate | Department | DistanceFromHome | Education | EducationField | EnvironmentSatisfaction | Gender | HourlyRate | JobInvolvement | JobLevel | JobRole | JobSatisfaction | MaritalStatus | MonthlyIncome | MonthlyRate | NumCompaniesWorked | OverTime | PercentSalaryHike | PerformanceRating | RelationshipSatisfaction | StockOptionLevel | TotalWorkingYears | TrainingTimesLastYear | WorkLifeBalance | YearsAtCompany | YearsInCurrentRole | YearsSinceLastPromotion | YearsWithCurrManager | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 41 | True | 0 | 1102 | 0 | 1 | 2 | 0 | 2 | 0 | 94 | 3 | 2 | 0 | 4 | 0 | 5993 | 19479 | 9 | True | 11 | 3 | 1 | 0 | 8 | 0 | 1 | 6 | 4 | 0 | 5 |
| 1 | 49 | False | 1 | 279 | 1 | 8 | 1 | 0 | 3 | 1 | 61 | 2 | 2 | 1 | 2 | 1 | 5130 | 24907 | 2 | False | 23 | 4 | 4 | 1 | 10 | 3 | 3 | 10 | 7 | 1 | 7 |
| 2 | 37 | True | 0 | 1373 | 1 | 2 | 2 | 1 | 4 | 1 | 92 | 2 | 1 | 2 | 3 | 0 | 2090 | 2396 | 7 | True | 15 | 3 | 2 | 0 | 7 | 3 | 3 | 0 | 0 | 0 | 0 |
| 3 | 33 | False | 1 | 1392 | 1 | 3 | 4 | 0 | 4 | 0 | 56 | 3 | 1 | 1 | 3 | 1 | 2909 | 23159 | 2 | True | 11 | 3 | 3 | 0 | 8 | 3 | 3 | 8 | 7 | 3 | 0 |
| 4 | 27 | False | 0 | 591 | 1 | 2 | 1 | 2 | 1 | 1 | 40 | 3 | 1 | 2 | 2 | 1 | 3468 | 16632 | 10 | False | 12 | 3 | 4 | 1 | 6 | 3 | 3 | 2 | 2 | 2 | 2 |
| 5 | 32 | False | 1 | 1005 | 1 | 2 | 2 | 0 | 4 | 1 | 79 | 3 | 1 | 2 | 4 | 0 | 3068 | 11864 | 1 | False | 13 | 3 | 3 | 0 | 8 | 2 | 2 | 7 | 7 | 3 | 6 |
| 6 | 59 | False | 0 | 1324 | 1 | 3 | 3 | 2 | 3 | 0 | 81 | 4 | 1 | 2 | 1 | 1 | 2670 | 9964 | 5 | True | 20 | 4 | 1 | 3 | 12 | 3 | 2 | 1 | 0 | 0 | 0 |
| 7 | 30 | False | 0 | 1358 | 1 | 24 | 1 | 0 | 4 | 1 | 67 | 3 | 1 | 2 | 3 | 2 | 2693 | 13335 | 2 | False | 22 | 4 | 2 | 1 | 1 | 2 | 3 | 1 | 0 | 0 | 0 |
| 8 | 38 | False | 1 | 216 | 1 | 23 | 3 | 0 | 4 | 1 | 44 | 2 | 3 | 3 | 3 | 0 | 9526 | 8787 | 1 | False | 21 | 4 | 2 | 0 | 10 | 2 | 3 | 9 | 7 | 1 | 8 |
| 9 | 36 | False | 0 | 1299 | 1 | 27 | 3 | 2 | 3 | 1 | 94 | 3 | 2 | 4 | 3 | 1 | 5237 | 16577 | 7 | False | 13 | 3 | 2 | 2 | 17 | 3 | 2 | 7 | 7 | 7 | 7 |
| Age | Attrition | BusinessTravel | DailyRate | Department | DistanceFromHome | Education | EducationField | EnvironmentSatisfaction | Gender | HourlyRate | JobInvolvement | JobLevel | JobRole | JobSatisfaction | MaritalStatus | MonthlyIncome | MonthlyRate | NumCompaniesWorked | OverTime | PercentSalaryHike | PerformanceRating | RelationshipSatisfaction | StockOptionLevel | TotalWorkingYears | TrainingTimesLastYear | WorkLifeBalance | YearsAtCompany | YearsInCurrentRole | YearsSinceLastPromotion | YearsWithCurrManager | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1460 | 29 | False | 0 | 468 | 1 | 28 | 4 | 2 | 4 | 0 | 73 | 2 | 1 | 1 | 1 | 0 | 3785 | 8489 | 2 | False | 14 | 3 | 2 | 0 | 5 | 3 | 1 | 5 | 4 | 0 | 4 |
| 1461 | 50 | True | 0 | 410 | 0 | 28 | 3 | 3 | 4 | 1 | 39 | 2 | 3 | 0 | 1 | 2 | 10854 | 16586 | 5 | True | 13 | 3 | 2 | 1 | 20 | 3 | 3 | 3 | 2 | 2 | 0 |
| 1462 | 39 | False | 0 | 722 | 0 | 24 | 1 | 3 | 2 | 0 | 60 | 2 | 4 | 0 | 4 | 1 | 12031 | 8828 | 1 | False | 11 | 3 | 1 | 1 | 21 | 2 | 2 | 20 | 9 | 9 | 6 |
| 1463 | 31 | False | 2 | 325 | 1 | 5 | 3 | 2 | 2 | 1 | 74 | 3 | 2 | 3 | 1 | 0 | 9936 | 3787 | 1 | False | 19 | 3 | 2 | 0 | 10 | 2 | 3 | 9 | 4 | 1 | 7 |
| 1464 | 26 | False | 0 | 1167 | 0 | 5 | 3 | 1 | 4 | 0 | 30 | 2 | 1 | 6 | 3 | 0 | 2966 | 21378 | 1 | False | 18 | 3 | 4 | 0 | 5 | 2 | 3 | 4 | 2 | 0 | 0 |
| 1465 | 36 | False | 1 | 884 | 1 | 23 | 2 | 2 | 3 | 1 | 41 | 4 | 2 | 2 | 4 | 1 | 2571 | 12290 | 5 | False | 17 | 3 | 3 | 1 | 17 | 3 | 3 | 5 | 2 | 0 | 3 |
| 1466 | 39 | False | 0 | 613 | 1 | 6 | 1 | 2 | 4 | 1 | 42 | 2 | 3 | 4 | 1 | 1 | 9991 | 21457 | 5 | False | 15 | 3 | 1 | 1 | 9 | 5 | 3 | 7 | 7 | 1 | 7 |
| 1467 | 27 | False | 0 | 155 | 1 | 4 | 3 | 0 | 2 | 1 | 87 | 4 | 2 | 3 | 2 | 1 | 6142 | 5174 | 2 | True | 20 | 4 | 2 | 1 | 6 | 0 | 3 | 6 | 2 | 0 | 3 |
| 1468 | 49 | False | 1 | 1023 | 0 | 2 | 3 | 2 | 4 | 1 | 63 | 2 | 2 | 0 | 2 | 1 | 5390 | 13243 | 3 | False | 14 | 3 | 4 | 0 | 17 | 3 | 2 | 9 | 6 | 0 | 8 |
| 1469 | 34 | False | 0 | 628 | 1 | 8 | 3 | 2 | 2 | 1 | 82 | 4 | 2 | 2 | 3 | 1 | 4404 | 10228 | 3 | False | 12 | 3 | 1 | 0 | 6 | 3 | 4 | 4 | 3 | 1 | 2 |